{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "#### heatmap 热力图\n",
    "- seaborn.heatmap(): axes-level"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "sns.set(\n",
    "    context='talk',  # paper, notebook, talk, poster\n",
    "    style='darkgrid',  # darkgrid, whitegrid, dark, white, ticks\n",
    "    palette='muted',  # deep,muted,bright,pastel,dark,colorblind,hls,husl,cm\n",
    "    rc={\n",
    "        'figure.figsize': [8, 6]\n",
    "    }\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "array([[ 5,  2,  4,  3,  8],\n       [ 7, 10,  1,  5,  8],\n       [ 6,  1,  8,  4,  2],\n       [ 2,  5, 10,  3,  4],\n       [ 3,  1,  7,  8,  9]])"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.randint(1, 11, size=(5, 5))\n",
    "data"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9da32aa090>"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9da4670cd0>"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    data,\n",
    "    annot=True, # 数据显示到里面\n",
    "    cmap='Greens' # 连续的颜色数据\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9da50c80d0>"
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    data,\n",
    "    annot=True,\n",
    "    cmap='Greens_r', # 颜色翻转\n",
    "    vmin=1,\n",
    "    vmax=10, # 右边轴的数据表\n",
    "    fmt='.1f' # 显示字符的格式，保留一位小数\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9da5238310>"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    data,\n",
    "    annot=True,\n",
    "    cmap='coolwarm',\n",
    "    vmin=1,\n",
    "    vmax=10,\n",
    "    fmt='.1f',\n",
    "    center=5 # 无颜色中间值\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9da54e9110>"
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 2 Axes>",
      "image/png": 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M8gqthAXZB4zWLRScz/XsG41KoUFKHrvdlw07TWzdW/3vrdUosFitmB2MIxtNVi5dLicyzP4yFBmq4mym599tVLY8LQ6e4FGZZnHQr+3r60tYWBgnT5ywyzt58iTt4+Lquabu1VBPSmrdujVg632N/d34dXrFTU16ejrx8fFXvf9aA+qNN96ISqVi4cKFfPPNN3Z99larlYiICObNm8e4ceOuuhLu4hcYiqmkkIPbl9N98P9Dq/cFoDDvAkd2riSyfW98/EMclo3rNpK9P3xEbubJqjWsZ45tJ+9iGknDHS/M9jRTb29FTKSOtT9cWTCttGOfgRuHBBIe6sW5irWoXTrqiQjTsHqz48lMnuRCLvyxy7ayRZpnsJKWWXNgPJpuoXcnJcH+kFOxFrVdmIKWAQq2H/H8gAFwKc+CTqtgYDcN2/abqp5uFOSvpHtHDcfPmjHVMFN3b0oZw5K0hAYpycq1FewUrSYsWMWGXz18JhsQFRVFcHAwGzdt4qabbqqaUFRaWsqmzZvx9/enbXS0w7L9+/dn9erVpKenExkZCcDevXvJyMhg/G23ue0YGqOkpKQ6t0lOTrZLS0xMJC4ujrlz5zJv3jzi4+PZs2cPS5cuBaC42PFqhitV57KZMWPGMGbMGNLT0zl16hQGgwGr1Vq1DvX3i449wdDxz7Pm/Wl8sfBOEvtNoLSkiH0/fopCqWbo7bbJV5ez0zmftoc27boT2NJ2IvccNoWjv/6P5W//P5KGTsJcZiJ58/uERiYQn3TlT1xqrCJCvRjS25+i4nLSMkwM6mk/Y3nrrkJCg9V0itFz7JSRrBxbd++qTXkM7uXHi49GsOb7PLzUCsYNb8GJsyVs3VXo7kNpMIG+EBmiIP2SlcsVyzJ/PmyhSzsl9w1X88tRC2ol9E9Qcj7HwoG0ptFCtVjhy41GJo31YdZdfuw8XIqPXsHg7lqsVitfbrJdpFoGKIkJV3PqnJnsfFvw3LCzhD7XaHj8Tj827irBS6VgZG8tZy6Y+fWwh6+XAVQqFQ8//DDz5s1jxsyZjBo5EovFwoaNG8nIyGD27Nmo1WouXLjA0aNHiY+Pr2pFjR8/ns2bN/PXZ57h1nHjKC0r46uvvqJ9XBxDhg5t4CNzTkPN8tVoNLz99ts89dRT3HPPPQBEREQwc+ZMnnrqKfR6B+Mzf4LC+sfFpQ3oXxvc8/+cOLCJXzf8i0vnjqH20hHRvhcDxz5R1fI8vGMl6z/9K6Punk9Cn1uryuVmnWLLyvmcO5GMWqOjXedBXHfLHLc8HP+7Ncdduv9RAwJ46M5WtW4zbvpxhvT247F7w1j0cSY/7PwtWLZp5cWk20LoHKentNTC7sPF/Ge1ex6O361PW5f/H38U4AMzx3mx5UB51cPxu8YouKWfmtXbzew/9dvPKtgfRvVQEd1KQVk5HD9nZeMe9zwc/8I5+wcuuEqPTl6M7K2jTUsVpWVWjp0x878fjVzMs30/fa/R8JcbfPjPN0X8cui3YBkapGTCUG/iItWUllk5fKqMFT+45+H4c8bbj1G6wr59+/js889JTU0FIC4ujjvvuKOqpbVx40b+uXAhTzz+OCNGjKgql5GRwb/ee49Dhw6h1Wrp2bMnDzzwgNsejh9Tw7IeZ+Ue+Mmp8kFdBjpdh0uXLlFYWEjbtm3ZvXs399xzD//5z3/o06fPVe+zWQZUT+TqgOrJGiKgegp3BlRP5K6A6qlcFlAP1j3ZtTZBifZPkLoSJSUlrF+/nqSkJMLDf3sZyrJly3jllVfYuXMnAU7crDStxZNCCCFEDby8vPi///s/VqxYUZVWUlLCl19+Sc+ePZ0KptAM3zYjhBCiYTXUGKpKpeLOO+/kww8/pFWrVkRERPD+++9z/vx5FixY4PT+JaAKIYRwq4Z8lu+MGTNQKpW88847GAwGEhMTWbZsGV26dHF63xJQhRBCNBsajYZZs2Yxa9aset+3jKEKIYQQ9UBaqEIIIdyqId8240oSUIUQQrhXE31TTtO8TRBCCCHcTAKqEEIIUQ+ky1cIIYRbWZtoW65pHpUQQgjhZtJCFUII4VYN9T5UV5MWqhBCCFEPpIUqhBDCrZrqOtSmeVRCCCGEm0kLVQghhFs15MPxXUkCqhBCCLeSLl8hhBBC1EgCqhBCCFEPpMtXCCGEWzXVdagSUIUQQrhVU52UJF2+QgghRD2QgCqEEELUA+nyFUII4VZNddmMBFQhhBBuJWOoQgghhKhRo2qhXhuV39BVaLTuG5/c0FVotEa8fr6hq9Bo3fvooIauQiOX29AVEE1IowqoQgghmr6mOobaNI9KCCGEqMHnn3/OmDFj6NatG2PHjmXNmjX1sl9poQohhHCrhpyU9OWXX/LCCy8wadIkBg4cyNatW3nyySfx8vJizJgxTu1bAqoQQgi3asgu31WrVtG7d2+eeuopAPr168ehQ4f47LPPnA6o0uUrhBCi2TCZTPj4+FRLCwwM5PLly07vWwKqEEKIZuO+++7jp59+4ttvv8VgMPDdd9+xZcsWbr75Zqf3LV2+Qggh3MrZMdSkpKQ6t0lOdrzU8IYbbmDHjh3MnDmzKm3cuHFMnjzZqTqBBFQhhBBu1pCvb3v44YfZu3cvf/3rX+ncuTP79+/nnXfewdfXl+eee86pfUtAFUII4VFqan3WZc+ePWzbto358+dz6623AtCrVy/8/f15/vnnmTBhAh07drzqeskYqhBCiGbh/HnbU9W6d+9eLb2yC/nkyZNO7V8CqhBCCLeyWhVOfa5Wu3btANi1a1e19H379gEQHh5+9QeFdPkKIYRwM2sDteUSEhIYPnw48+bNo6ioiPj4eA4dOsTixYu57rrr6Nq1q1P7l4AqhBCi2Vi4cCFvv/02y5YtIycnh/DwcCZNmsTUqVOd3rcEVCGEEM2GRqPhiSee4Iknnqj3fUtAFUII4VZN9QXjElCFEEK4VVMNqDLLVwghhKgH0kIVQgjhVtJCFUIIIUSNpIUqhBDCraSFKoQQQogaSQtVCCGEWznz+MDGTFqoQgghRD1oVi3US1nneWLqLbVu88xLS4hP7OEw72LWOT7/4E2OHtoDQLek/tw1aSb+AS3qva7u9uLHazh7MYels+6vln4uO4/Xl68nOfU0ANd16cAT40cR5OdT5z6dKesJ5kzvQGQbPY8+s7/ObVuH6pg+KYZrEwMB2L4rh7eXnuJyQZmrq+k2n742nqyzB+3S23cbxdgHFtVYLj87na2rFpB+4lcAYhIGM2jc03j7Bbmsru52/PhxPvzwQ44cPYpSqSQxMZEpkycTERFRa7nMzEz+/f77HDhwAIDevXoxecoUAgMC3FFt8Sc1q4DqF9CChx5/0S69tNTEx+/9A/+AFkS1a++wbGHBZeY/9wjmsjJuvPVeysvLWbf6E9LPnODF15ah9vJydfVdZtW2PazatoceHaKrpV82FDP5n8swm8u5f9QAzBYL/9nwM6kZWXz61yl4qWs+fZwp6wluGBHGTaNas/fg5Tq39fdTs+jlrnipFXy6Ih2VSsHEcZHEtvVlyqw9mM1WN9TYtaxWK7lZJ4ntMpz23UZWy/NvUfMbPIxFeSx/6y+Um0vpOXwyVks5yZuXkn0+hbtmL0el1ri66i6XkZHBU08/jVar5a677gJg5cqVzJo9m3cWLyY4ONhhuYKCAp56+mnMZjMTJkygvLycFStWkHb6NG8sXIiXB19zmuqkJM++qv1JOp2e/oPH2KV/8v4/MZebefiJ/8PH199h2e/+9xm52ReZt+gzwiNtrwCK7XANC/4+nZ9++IYhI2tv+TZG5RYL76/7kXe/3uIw/+NNv3Axr4Dlzz9CTOsQABLbhfPQGx+z5pf93DbQcUve2bKNmVIJ990ezaSJ0XVvXOHOWyIIaanlL9OTOZNRDMCRlALeeKkrY4aGsnZDpquq6zYFORmUmYqJSxxG5543X3G53d8vo/ByJvf9dS3BYbEAhEV3ZcXi+zm8czVd+t/uqiq7zarVqzEajbz66qvExdqOsWvXrsycOZNVq1cz+YEHHJZbuWoV2dnZLHnnHaKiogDo1LEjzzz7LJs2b2bM6NFuO4b61lQDarMfQ00/fYIN3/yXgUNvoGPCtTVut2PbRuKv6V4VTAGu6daL1uHR7PhpgzuqWq9MZWVMfPlfLFm7hRt6d6VVoJ/dNut3HSKpQ9uqgAjQJz6WtqHBrN91qNb9O1O2sdJ4KfjgjR5Mvrst63/I4mK26YrKDRvYin0HL1cFU4Dk/bZ/D7uulauq61Y5mScACKoIilcqZc83RMb1qgqmANGd+tGiVTtS9nxTr3VsKJmZmfj7+1cFU4COHTrg7+/P6dOnayy3detWunTpUhVMAa699loiIiLYunWrK6ssrlKzD6jLP1mCRqNlwt0P17hNkaGAi5nnaBvXyS6vbWxH0k4cdWUVXcJUZsZgNLFgynheun8cKlX1U6GgyEhGdh7xUW3synaKas2RM+dr3LczZRszjUaJt7eK5xcc4eU3Uigvr7ur1s9HTXhrPSknCu3yUk8W0inO/kbGE2VfOA5AUKgtaJSZimvbHICS4nzys9NpFZVgl9cqMoGss5554/VH4W3aYDAYuJyfX5VWWFiIwWAgqIXj+ReFhYVkZmYSFxdnlxcXG8vx48ddVl9x9ZpVl+8fnT19nL27fmLMLXcTGNSyxu1ycy4B0CLIvjUR2KIlxuIiiosMePv4uqyu9c1Xp2XN3EdRq1QO8y9eLgCgVQv7C35IgB+GEhOFxhL89Lp6LduYFRWXM3Hqr5RbrrxMy2DbGOCl3FK7vJzcUnx91Ph4qygqLq+vajaInAvH0eh82LpqPil71lFmKiagZST9b3ycTj1ucFjGcDkLAN+AULs8X/8QSksMmIyFaPWefdMxfvx4du7cyYIFC5g6ZQoA7y9dipeXFzfd7Lh7PCcnB4CWDsZXg4KCKC4upqioCB8fz5zg11S7fJt1QN387QqUShUjb6h9nKbEWASAVqu1y/PS2NJMJUaPCqhKpbLW7omiElsA0GnsJz5ovWynjdFU6jAoOlO2MbNa4QoapdV4623HW2KyD5imUltk1umaQkA9QWlJESZjIaPvfRWTsYC9Wz5i3bInsJSX0bmX/RyDUpPtd+Wl0dvlqSt+V2WlxR4fUFu1asUdd9zBO0uW8Mi0aYDt9/fsM89U6wb+PaPRCDi+5mg0tpu0kpISzw2oTXQdap0BNSsr60/tMDTU/m6zMSo1lbB9y3d07zWQlq1a17qt1VpxFVXUfBIolE3rBLFUHLOiljtJZQ3fhzNlmxplxV2LtZZAbLV4/izfxP63Y7VY6Hbd3VVpHbvfwEfzb+TH1a/RKWksSmX13hCrtaKpX8upoFB4/qjURx99xOdffEFiYiJjRo/GYrHwzbp1zH/lFZ599ln69O5tV8ZisX03itquOc3kN+RJ6gyow4YNo7z8yu+ejx71jPHEIwd3U1JSTK/+w+rcVqf3BqCs1H4SSmWaTu+Zd4o18dHZ7oJNZfbrJE1l5opt7O+enS3b1BQbbb8drcY+MFSmVW7jyboOmGiX5qXREd/zZnZ8+zY5mScIadOxWr5Ga/vNmB38rirTKrfxVAaDga9WrKB9+/bMnzcPVcUQy6BBg5gxcyaLFi2i+7JlaP6wBMbb23bNMZXaDxWUVqRVbuOJLM21y3f58uU8+OCDlJaWMmvWLNQevn6w0v7d21GrveiW1L/ObYNbhgFwOTfbLi8vNxtvHz90OvtuK08WFmRbOH4p32CXdym/ED9vHXqt4zWCzpRtarIulQDQMsj+eFsGaSk0lFFi+hODsh7G29f2cAZHk5T8WtgmrRUVXLLLM+RfRKv3x0vruUED4Nz585SVlTF40KCqYAqgVqsZMngwSz/4gIz0dGJiYqqVCwmxzY7Pzc2122dObi6+vr7odJ41ZNIc1Bkd4+PjWbZsGRMmTODSpUs88sgj7qiXyx0/up+Y9p3Re9c97unj60dIaBtOn0qxyztzKoV2cfGuqGKD8vfWE94ykGNnL9jlHTt7gc7R9jN466NsU2MoKud8ppEOsfbjgO1jfTl23P6mw9MUXs5i5eJJdOg+hr5jplfLy72YBkBAsP0TgYNfbHkAACAASURBVHTe/gQER3Ax/bBd3sWMI4RGXeOaCrtRZcuzsgv39yrTLA7GA3x9fQkLC+PkiRN2eSdPnqS9g9m/nqSpTkq6ogGKmJgYnnjiCd5//32Hd0yexmw2cy49jeiYDldcpmffoRze/yvnM05XpR3a9ysXzp2hz8ARLqhlwxt2bWd2Hj1FWuZvLYgdR09yOiuH0Um1X+ycKdvUbNmeTVLXQKIifuvFSOoaSHSEN5t+utiANasffoGhmEoKObh9OSbjbzcIhXkXOLJzJZHte+PjH+KwbFy3kZxN+YXczJNVaWeObSfvYhode1zv8rq7WlRUFMHBwWzctKmqqxZs3babNm/G39+fttGOHxLSv39/9u7bR3p6elXa3r17ycjIYNCgQS6vu/jzVC+88MILV7JhQkICPXr0ICgoCL3eNd2b565wobyzLmWd57s1n9Or3zA6xHe1y7+YeY59yT+j03lXPTkpOqYDP27+mu1bvgUFHD24m0+W/pOIqBjumTKrWneOK4QaXLvu7NPNO/Dz1nFzv98ebtExMoz/bd/HNzsPoAB2paTx6n+/I65NK+bcMaZq7WrGpVx+OpiKt1aDv4/+T5WtDx//0jCzQG+/KQJDkZlvN/82ca9NqI6+PYMwGsspLLKNFx8/ZeD64WGMGhIKVujeJZAZU+JIO1PEon+fwEHjpd507d3WdTv/nYDgSA5u/y+nDv2ApbyMM8e2s/Hzv2EFxk5+C2/fIC5np3Pq8Ba8tD7ovG3DAq3CO3N450qO7FqDAgXpqTvZsvJlWrZuz+DbnkPp4t9VbFCeS/evVCoJDQvjm2++4ZdffsFcVsaRI0d4e/Fi0tPTeeyxx4iNjeXChQvs2rULnU6Hn5/tfI6JjWXjxo18/8MPAOw/cIB//etftI2O5sGHHnL5NQegRZBrnqd8IceIbTba1X1aBzfOoYArDqhKpZLw8HCXBVNwX0DNupDOlo3/o2e/oQ67a3fv/JH33nyR6JiOVa1YrU5P954DOXM6lZ++/4a0k8e4tudAHpz5At5X0G3srIYIqHqthkFdOpKSkcmaX/Zx9OwFBnXpyNz7x+H7uyUvP+w/xt+WraZjZBidIlv/qbL1oTEF1AF9gvnbE/GknjJwIs22LKTEZGHbrzm0j/FlzLAwOsX58vOuHF5emOLyCUnuCqhBYTGERMSTeXo/R3etIevsIcJje3DDX16vegrSyQObWf/J07SKiKdVhO1356XVE3PNEC6dO8aRnavISj9MzDVDGX3vArR61/+uXB1QAaIiI0no3JnU1FQ2f/89+w8cICwsjEenT6d/f9scjh07dvD6P/9JbGwssRVLaXQ6HX169+bkqVNs2rSJEydO0Lt3b2bNmoWPmyYkuTagXr3GGlAVVmttE/rd69dj+XVv1EwlZq5r6Co0WiNebz5jsn/WvY9K12BtRsSerHujZiymhnWyztqd6tzQYY8OVxfod+7cyX333Vdj/iuvvMK4ceOutlrN+8EOQgghmo+EhAS+/PLLamlWq5Vnn32W4uJip8emJaAKIYRwq4Z6UpKvry/dunWrlvaf//yHtLQ0vvjiC4Kc7OL2/MeQCCGEEFchOzubN998k4kTJ9K1q/0E1T9LAqoQQohmadGiRSiVSmbOnFkv+5MuXyGEEG7l7IMdkpKS6twmOTm51vzc3FxWr17NpEmT8Pf3d6o+lSSgCiGEcKvG8LaZ//73v1gsllpn/f5ZElCFEEJ4lLpan1di/fr1DBw40OmJSL8nY6hCCCHcyuLkx1lZWVkcOXKEMWPG1MPefiMBVQghRLOyf/9+AHr06FGv+5UuXyGEEG7V0GOoqamp6PV6wsPD63W/0kIVQgjRrGRnZ9fbzN7fk4AqhBDCrawonPo464UXXuDHH3+shyOpTgKqEEIIUQ9kDFUIIYRbNfQYqqtIC1UIIYSoB9JCFUII4Vb1MQ7aGElAFUII4VYWa0PXwDWky1cIIYSoBxJQhRBCiHogXb5CCCHcSsZQhRBCiHogy2aEEEIIUSMJqEIIIUQ9kC5fIYQQbmWVZTNCCCGEqIm0UIUQQriVRWb5ul5WkU9DV6HReuL1Ng1dhUbrozciGroKjdbHv5Q1dBUatVlrLA1dhUZt1dsNXQPP0qgCqhBCiKZPls0IIYQQokbSQhVCCOFWTXWWrwRUIYQQbtVUHz0oXb5CCCFEPZCAKoQQQtQD6fIVQgjhVk31BeMSUIUQQriVLJsRQgghmoBdu3YxceJEunbtyoABA5g7dy5FRUVO71cCqhBCiGZj37593H///YSEhLBkyRKmTZvGmjVreO6555zet3T5CiGEcKuGXIf6j3/8g27duvHmm2+iUCjo168fFouFDz/8EKPRiF6vv+p9SwtVCCGEW1lQOPW5Wrm5uSQnJzNx4kQUit/2c/fdd7Np0yangilIQBVCCNFMpKamYrVaCQgIYObMmXTr1o0ePXrw97//nZKSEqf3L12+QgghPEpSUlKd2yQnJ9ul5ebmAvD0008zYsQIlixZQkpKCm+88QYmk4lXXnnFqXpJQBVCCOFWDTWGWlZme51h9+7d+fvf/w5A3759sVqtLFiwgGnTphEZGXnV+5eAKoQQwq2cXYfqqPV5JXx8bO/cvu6666qlDxgwgFdeeYWUlBSnAqqMoQohhGgW2rZtC0BpaWm19MqW6+8nKl0NCahCCCHcymJ17nO1YmNjCQ8PZ926ddXSf/jhB9RqNddee61TxyUBVQghRLOgUCiYPXs2ycnJzJ49m+3bt/Pee++xZMkS7r33XoKCgpzav4yhCiGEaDauv/56NBoNixcv5sEHHyQ4OJhp06bx4IMPOr1vCahCCCHcqiGflAQwfPhwhg8fXu/7lYAqhBDCraxOPO2oMZMxVCGEEKIeNMsWqqEgl2+/fIPDu7dQVlZCeNvO3HDn40S371pruZyLGaz99DVOHvkVgM7XDmbsPU/i6+/cQHZjNWd6ByLb6Hn0mf11bts6VMf0STFcmxgIwPZdOby99BSXC8pcXU23On78OB9++CFHjh5FqVSSmJjIlMmTiYiIqLVcZmYm/37/fQ4cOABA7169mDxlCoEBAe6otlu1CoSpY9T8dNjC1gOWWrcN9IGRPVS0DbW1WFLPWdmwu5xikztq6j7d4r2ZMCqI2CgtFiukppXw2dc5pJ6u/XF3rYLV3D8uhIT2tmfMJh8qYtmqbAoM5e6otviTml1ALTEW8c7//YWCvIsMHHMf3j7+/LzhM959eRKPzf2C1pHtHZYrKrzMuy/dT7m5jCFjH8BiKWfL1x9yIT2Fx+Z+gVqtcfORuNYNI8K4aVRr9h68XOe2/n5qFr3cFS+1gk9XpKNSKZg4LpLYtr5MmbUHs7mBB0zqSUZGBk89/TRarZa77roLgJUrVzJr9mzeWbyY4OBgh+UKCgp46umnMZvNTJgwgfLyclasWEHa6dO8sXAhXl5e7jwMl1Io4JZ+alSqurv09Br4ywg1KiX8fNiCUgn9OisJDVTz7+/MWGqPxR4jIU7P3x5uQ3pmKZ+uzUGlhNEDA3lpRjjPvpHB8TOO7x78fJTMfSwCtVrBqo15qFRwy7AWtA3XMue1s5g9OKY6s/SlMWt2AfWHNe9z6UIaDz23jNh42/Mgu/YdzfyZo9my9gMmPjLfYbkf1/2H/NwsZi1YRWh4LABRsV14b/5kkn/8H32GTnDbMbiSUgn33R7NpInRV1zmzlsiCGmp5S/TkzmTUQzAkZQC3nipK2OGhrJ2Q6arqutWq1avxmg08uqrrxIXazsHunbtysyZM1m1ejWTH3jAYbmVq1aRnZ3NknfeISoqCoBOHTvyzLPPsmnzZsaMHu22Y3C1gdcoCbnCRnffeCX+3rDkazPZBba0jGwr9w1X0y1GwZ4TTeOqO+m2lmRfNjPntXRKy2zH9MOvhbz1XDR3jW3Ji2+fc1jupqEtCA5UM3PeGTKybD09qadLePHRCIb09mfj9gK3HUN9a+hJSa7SrMZQrVYryT/9j07drqsKpgD+gSHcePds2nXqXmPZfb98S2x8z6pgCtAhsS8hrdux75dvXVpvd9F4KfjgjR5Mvrst63/I4mL2lfW7DRvYin0HL1cFU4Dk/bZ/D7uulauq63aZmZn4+/tXBVOAjh064O/vz+nTp2sst3XrVrp06VIVTAGuvfZaIiIi2Lp1qyur7FatAm0B9ceDV9a0TGir5HSWtSqYAqRlWsnOt5IQ3TQuTT56JW3DtWzfY6gKpgD5heUcPmGkUztdjWUHdPfl0HFjVTAFOJBiJCOzlAE9/Fxab3F1ruisPXbsGBs3biQtLc1hfl5eHmvXrq3XirlC7qVz5Odm0SGxH2ALsKaSIgD6j5hYYyuz2JBPzsV0wmM62+VFtIsn49Rh11XajTQaJd7eKp5fcISX30ihvLzu20g/HzXhrfWknCi0y0s9WUinuKbzww9v0waDwcDl/PyqtMLCQgwGA0EtWjgsU1hYSGZmJnFxcXZ5cbGxHD9+3GX1dSeFAm7uq+JUppUDaXUHVJ0GgvwUXMi1P8cu5FppE9w0ZoEaSyxMn3uGNT/k2eX5+6gor6Hv00evJCxEw8l0+zHWUxkmYqO09V5X4bxau3yLioqYOXMm27Ztw2q1olAoGDFiBHPnziXgd5Mpzp49y5w5cxg7dqzLK+yM7MwzAPj6B7H203+w8/vllBgNBIdGctM9T5HQY4jDcvl5FwEIaBFql+cXGEKJ0YCxuBC9t2cHj6LiciZO/ZXyPzF21TLYNnZ8KbfULi8ntxRfHzU+3iqKij14wKfC+PHj2blzJwsWLGDqlCkAvL90KV5eXtx0880Oy+Tk5ADQ0sH4alBQEMXFxRQVFVU9tNtTDUhQEuSn4IutZpRXEAv9Kt7jXFBsn2cwWtFplGi9wOThc9osVrhwyf4gotto6BSjY99RB18AEBxouzTnXjbb5eXlm/HRq/DWKSku8cyB5mbZ5fvWW29x4MABXn/9dVavXs20adPYunUr99xzD9nZ2e6qY70xFttaUeuXv8XRfVu5+b6nmfjwfDQaPcv++RipB39xWM5ktLViNVr77hkvje1OsdRkdFGt3cdq5U8FUwBvve2HX2KyD5imUtvOdDqV03VrDFq1asUdd9zBwYMHeWTaNB6ZNo19+/Yx58knq3UD/57RaDsvtFr7FoVGY7sZqY8XGzekkAC4LlHJxj3lFDqOD3a0XraoW+agF6Ss4lTyaqIzPHQaBTPuCwNg5Ub7liuAXme7NJtK7b+fyq5jrdZzW/EWq8KpT2NV6ym7efNmZs6cyfXXXw9Ap06dGDhwIFOmTGHKlCl8/PHH+Pr6uqWi9aG8zNaKMhYX8tTr3+Dta2tld+4+mPmPj2bdlwvpkNjXrpzVWhllav5DOvuWAk+lrLglq+2O09pEpvR99NFHfP7FFyQmJjJm9GgsFgvfrFvH/Fde4dlnn6VP7952ZSwVU1VrOz88+dyp7Oo9e9H6pyYRVR1ybedN0zhtqtF4KXjmwTa0i9Dy1fpcDp9wfCNe+f3U9hVYPbNx2qTV2kLNzs6uet1Npa5du7JkyRJOnTrFo48+itls3yXRWGm0tn6mxJ7Dq4IpgN7Hn87dh3Au7UjVmOrvafW27riyUvuWRFmpbeKOVufZXXZXq9hoa05oNfanUmVa5TaezGAw8NWKFbRv35758+YxZMgQhg0bxqsLFhAVFcWiRYsoLbPv2vP29gbAVGrfJV75CqnKbTxRv85KQlso2LzPgl6L7VOxgsxLZfu3I6aKVpbawfIar4oOjVIP7+79I2+9khemh5PY0ZtN2/P5dG1OjdsaK7pyNV72309lmtHkuRHVanXu01jVGlAjIyPZsWOHXXqPHj2YP38+O3bs4KmnnvKYoOofZBsDdfQgBt+AoIpJSvZ9Vi2CWwNQeNm+m7sg7yJ6b3+0Os+9KDoj65LtJqNlkP063JZBWgoNZZR48A+/0rnz5ykrK2PwoEGoVL91YavVaoYMHkxeXh4Z6el25UJCQgDIzc21y8vJzcXX1xedruaZno1dXBsFapWCKWPUzJngxZwJXjx4g21dbf8EFXMmeBHg4F4zv+K+tXIs9fd8vRUYTdaqrt+mIMBXxdzHwomP1bN+Wz6LP7tY6/aX8mzX1KAA+07EoAA1huJyh93BomHV2uU7ceJEXnrpJYqKirjhhhuqvSvu+uuvJysriwULFrBv3z6XV7Q+hEXEofbSkHnupF1e7sVzqL20DoOt3sefoJAIMk4fscs7d/oYETEJLqmvJzAUlXM+00iHWPsJWe1jfTl23NAAtap/moqHL1gcPG2gMs3i4NbZ19eXsLAwTp44YZd38uRJ2juY/etJNuwuR6ep/p346uDWAWr2n7Kw/5QFg4NeTVMZ5BVaCQuyb4G1bqHgvIPZv55Kp1Xw/LQ2xETqWPN9Hh+urHv+SbHRQmZ2GTER9k38dhFaTpz17EdJNeZWpjNqbaHeeeedzJgxg7Vr19q9kBXg/vvvZ+7cuVUzGRs7rc6bzt2HcHTPFjIzfrvA5VzM4MieH7imx1CUSscTaBJ7jeD4oR1cPHeqKi314C9cupBGt75jXF73xmzL9mySugYSFfFbcyOpayDREd5s+qn2O3FPERUVRXBwMBs3barqqgVbt+2mzZvx9/enbbTjh2H079+fvfv2kf67FuzevXvJyMhg0KBBLq+7K13Ita0d/f3n7CXb1TLPYPt3TRPdjqZbiGmtINj/t7R2YQpaBig4fNrzezUqTb29FTGROtb+cGXBtNKOfQa6dPImPPS3J2l16agnIkzDtt32y9REw6u1hapQKJg6dSpTp07FYHDc0pgwYQLDhg3jxx9/dEkF69uNd83i5NFdLHnpfgaOvgeVyott6z/By0vHmDtmAJCTlc7p4/to274bwaGRAAwZO4ndP63h3XkPMOj6v2AuK+WHrz8gol0CPQY07uVC9alNqI5r4v05dLSA81m27t7PVqQzekgob77UlS9WZaDRKLnr1kiOHS9kww9ZDVzj+qFSqXj44YeZN28eM2bOZNTIkVgsFjZs3EhGRgazZ89GrVZz4cIFjh49Snx8PK1b24YKxo8fz+bNm/nrM89w67hxlJaV8dVXX9E+Lo4hQ4c28JG5R6AvRIYoSL9k5XLFpeTnwxa6tFNy33A1vxy1oFZC/wQl53MsHEhrGk2YiFAvhvT2p6i4nLQME4N62vfkbN1VSGiwmk4xeo6dMpKVY+vuXbUpj8G9/Hjx0QjWfJ+Hl1rBuOEtOHG2hK27PDugNpF5inZUL7zwwgtXsmHlFH9H9Ho9nTp1croyqRdcf1eq9/GnS88RZGeeYfe2taQdSyYqrgv3PPYPQlq3BeDw7u/54t1nCG/bifC28YBtQlPn7oM5f+YYyT+uJuP0ERK6D+bOh+eh83b9TOeft9iPz7na7TdFYCgy8+3m34LigD7B/O2JeFJPGTiRZhsIKzFZ2PZrDu1jfBkzLIxOcb78vCuHlxemuGVC0rjR/nVvVA+iIiNJ6NyZ1NRUNn//PfsPHCAsLIxHp0+nf//+AOzYsYPX//lPYmNjia1YSqPT6ejTuzcnT51i06ZNnDhxgt69ezNr1ix8XDwh6UCG+x++r9NAn3gVp7OsnMmyXTk7RigY119NZq6VrIqVImXlkHrOQlgLBd1ilLQJVpCaYWX19nJK3TQtIzOj7mdVO6PvtX4kXeODxktJ766+9Olm//lyXS69uvgw474wTmWYOH3O1gNiKrWy62AR7SK0DOnjT1yUll2Hiln0cVbVpCVXu/N6x8+ndtaBs86V7xLdOGfGK6zWxtObvXa3Z0xuaggLXvi5oavQaH30Ru1vemnOPv4lqu6NmrF9O043dBUatVVvO35ZiLM++cm5sHPPwMYZUJvo0mkhhBCNlbURP5zBGRJQhRBCuFXj6RetX03jlQ5CCCFEA5OAKoQQQtQD6fIVQgjhVk112YwEVCGEEG7VVMdQJaAKIYRoNsxmM927d8dkqv74Rm9vb/bu3evUviWgCiGEcKuGbKGmpaVhMplYsGBBtbepKZXOTymSgCqEEKLZOHbsGEqlklGjRqHXO3jdkRMkoAohhHCrhpyUdPToUaKiouo9mIIsmxFCCNGMpKSkoNFoeOCBB7j22mvp2bMnzz//fI0vgPkzpIUqhBDCrZwdQ01KSqpzm+TkZIfpx44dw2AwMGHCBB566CEOHTrEW2+9RVpaGh999BEKxdU/FlECqhBCiGZj4cKFBAQE0LFjRwB69uxJcHAwTz75JNu3b696c9TVkIAqhBDCrSxOvn2uptbnlejVq5dd2uDBgwFb69WZgCpjqEIIIZqFnJwcli9fTnp69fdLl5SUANCiRQun9i8BVQghhFtZrc59rpZCoeD555/nk08+qZa+bt06VCoVPXr0cOq4pMtXCCGEWzXUgx2CgoK4++67+fjjj/H19SUpKYndu3fz7rvvcvfddxMdHe3U/iWgCiGEaDaeeuopQkNDWbFiBe+99x6hoaE89thjTJ482el9S0AVQgjRbHh5eTFlyhSmTJlS7/uWgCqEEMKtmurr22RSkhBCCFEPpIUqhBDCraxOz0q6+qcZuZK0UIUQQoh6IC1UIYQQbtWQ70N1JWmhCiGEEPVAWqhCCCHcytln+TZWjSqgfvBhWkNXodG699FBDV2FRqt1+ucNXYVG68K5oIauQqPWrU/bhq6CaEIaVUAVQgjR9MkYqhBCCCFqJC1UIYQQbtVUn5QkAVUIIYRbSZevEEIIIWokAVUIIYSoB9LlK4QQwq2sTg+iNs5n+UpAFUII4VZNdVKSdPkKIYQQ9UACqhBCCFEPpMtXCCGEW8myGSGEEELUSFqoQggh3MrSRGclSQtVCCGEqAfSQhVCCOFWMoYqhBBCiBpJQBVCCOFWVqtzn/oyffp0RowYUW/7k4AqhBDCrSxWq1Of+vC///2PjRs31su+KklAFUII0axkZWXx8ssvExYWVq/7lYAqhBCiWXnuuefo378/ffv2rdf9SkAVQgjhVlaLcx9nLF++nMOHD/O3v/2tfg7md2TZjBBCCLeyOjkOmpSUVOc2ycnJdmnnzp1j/vz5zJ8/n6CgIKfq4Ii0UIUQQjR5VquVZ555hkGDBjFq1CiX/B/SQhVCCOFRHLU+6/Lpp5+SkpLC2rVrMZvNwG8tZbPZjEqlQqFw7sXlzS6gdov3ZsKoIGKjtFiskJpWwmdf55B6uqTWcq2C1dw/LoSE9noAkg8VsWxVNgWGcndU220+fW08WWcP2qW37zaKsQ8sqrFcfnY6W1ctIP3ErwDEJAxm0Lin8far/26VhvDix2s4ezGHpbPur5Z+LjuP15evJzn1NADXdenAE+NHEeTnU+c+nSnbGHWMUjN2oJ6IEBUlpVZ2p5Sy5kcjprLaywUHKBk/RE+HKNvl6ODJMr763ojB2DQfp9MqEKaOUfPTYQtbD9Q+IBjoAyN7qGgbarvQp56zsmF3OcUmd9TUdSxOjoNejfXr15OXl8eAAQPs8hISEpg/fz633nqrU/9HswqoCXF6/vZwG9IzS/l0bQ4qJYweGMhLM8J59o0Mjp9xfJb6+SiZ+1gEarWCVRvzUKnglmEtaBuuZc5rZzE3kZhqtVrJzTpJbJfhtO82slqef4vwGssZi/JY/tZfKDeX0nP4ZKyWcpI3LyX7fAp3zV6OSq1xddVdatW2PazatoceHaKrpV82FDP5n8swm8u5f9QAzBYL/9nwM6kZWXz61yl4qWv+eTlTtjHqEKVmxh2+nM0sZ9VWIy38lQztoSU6TM3rnxZSU2j00Sl4YqIvKqWC9TtLUCkVjOilJTxExSsfFVLeABdeV1Io4JZ+alSqultCeg38ZYQalRJ+PmxBqYR+nZWEBqr593fmBglK9cXZMdSr8eKLL1JUVFQtbfHixRw9epS3336biIgIp/8Pz/rVOmnSbS3JvmxmzmvplJbZ/qA//FrIW89Fc9fYlrz49jmH5W4a2oLgQDUz550hI8t2u516uoQXH41gSG9/Nm4vcNsxuFJBTgZlpmLiEofRuefNV1xu9/fLKLycyX1/XUtwWCwAYdFdWbH4fg7vXE2X/re7qsouVW6x8P66H3n36y0O8z/e9AsX8wpY/vwjxLQOASCxXTgPvfExa37Zz20De9S4b2fKNka3DdGTW2Dh9c8LKbP1ppFXYGHiSG86x6g5fMrssNzwnloC/ZTM/aCAzBxbhEg7b2bmnX70TdSwbX+puw7BLQZeoyQk4Mq27RuvxN8blnxtJrviEpORbeW+4Wq6xSjYc6JptuBdJSYmxi4tMDAQjUZDYmJivfwfzWZSko9eSdtwLdv3GKqCKUB+YTmHTxjp1E5XY9kB3X05dNxYFUwBDqQYycgsZUAPP5fW251yMk8AEFQRFK9Uyp5viIzrVRVMAaI79aNFq3ak7PmmXuvoLqayMia+/C+WrN3CDb270irQ/u+8ftchkjq0rQqIAH3iY2kbGsz6XYdq3b8zZRsbtQoMxVa27S+tCqYAqem230t4iKrGsknxGlLPmquCKcCxM2Yyc8pJ6uTZPRt/1CrQFlB/PHhlTcuEtkpOZ1mrgilAWqaV7HwrCdHN5tLtUa76r7J//342bNjA6dOn67E6rmMssTB97hnW/JBnl+fvo6K8hvfz+eiVhIVoOJluP8Z6KsNEbJS23uvaULIvHAcgKNQWGMtMxXWWKSnOJz87nVZRCXZ5rSITyDrrWcGhkqnMjMFoYsGU8bx0/zhUquo/lYIiIxnZecRHtbEr2ymqNUfOnK9x386UbYzM5fDWcgPf7aj+G4lsZesAyy1wHEC8tQpCWqg4m2k/ZnI2q5zo1k2nA02hgJv7qjiVaeVAWt0BVaeBID8FF3Ltr0sXcq20CXZu8kxDs1id+9SXV155pV4fP1jnGfvdd9/xySefY4a/WgAAIABJREFUYDKZuOOOO7jpppuYOnUqO3fuxGq1olAomDBhAv/3f/9Xb5VyBYsVLlyynx0R3UZDpxgd+446Dh7BgRUXhcv2XVZ5+WZ89Cq8dUqKSzx4QKNCzoXjaHQ+bF01n5Q96ygzFRPQMpL+Nz5Opx43OCxjuJwFgG9AqF2er38IpSUGTMZCtHrPasn76rSsmfsoapXj1tXFy7ZmQ6sW9scVEuCHocREobEEP719z4czZT1BkL+SjlFqbhuq59ylcvalOp6VFOhnCwqXDfa/nXyDBb1WgU4DJU2g13dAgpIgPwVfbDWjvIJY6Geb+0iBg8uSwWhFp1Gi9aLOCV+NlbWJvmC81oD69ddfM3v2bHr27Im/vz/PP/88mzZt4siRI8yfP5+EhAS2bdvGwoULiY6O5oEHHnBXveuFTqNgxn22Zzmu3GjfcgXQ62wtE1Op/QlQ2XWs1Soorn2SsEfIuXCC0pIiTMZCRt/7KiZjAXu3fMS6ZU9gKS+jc69b7MqUmmyD/F4avV2eWmNrvZeVFntcQFUqlbV23xRVXOV1Gi+7PK2X7WdlNJU6DIrOlG3svHUK5j1sGyQ0lVr5cmNRjZP2tBpbZPn9EEylMrO1apsSB789TxISANclKvl2VzmFxRBwBZO4tV6276as3MF3U/F9eqk9N6A2VbUG1H//+99MmjSJOXPmAPDee++xcOFCnnvuOW65xXZxbd++PUVFRfz3v//1qICq8VLwzINtaBeh5av1uRw+YXS4XeWypNp+0s4+CquxSOx/O1aLhW7X3V2V1rH7DXw0/0Z+XP0anZLGolRWb7FZKw++lrtuhaLpjfdUvvFCUcuBK2tY0+ZM2UbPCv/+nwG1SsGQHlpm3OnL0jVF7Emxv/Irr+S35dmxtKqr9+xF65+aRFT156+liCd/N55c99rUeqU7ffo01113XdW/b7vtNqxWKx07dqy2XY8ePcjMzHRNDV3AW6/khenhJHb0ZtP2fD5dm1PjtsaKrlyNl/0FrjLNaGoaEbXrgInVgimAl0ZHfM+bKS7Mrpq09Hsare1221xqv+SoMq1ym6bER2ebMGMqsw8UpoqZOT46x+PrzpRt7IpNVnYfK2Pn4VJe/6yQ3HwL44d6O9y2sitXo7b/bXlVpHl667RfZyWhLRRs3mdBr8X2qZhr5aWy/dsRU0WrXe1geY1XxT1tqbROG51aW6hhYWEcOHCAPn36ABAcHMyiRYto3bp1te0OHTpEmzb2EywaowBfFc9Pa0NMpI712/J594uLtW5/Kc92gQsKsP+qggLUGIrLHXYHNyXevraHMziapOTXwvZ3Lyq4ZJdnyL+IVu+Pl9bxBdWThQXZujUv5Rvs8i7lF+LnrUOvdTxL1ZmynqTMbHtIw9AkHT56BUV/eFBD5WSlAB/7oBHoq6SoxOLxQSOujQK1SsGUMfbXj/4JKvonqHhjVRn51ZdHVv3bz34kBV9vBUaTtarrVzQetQbUiRMn8tprr3Hp0iWmTp1KSEgII0f+tuD/0qVLfPnll7z33nvMmDHD5ZV1lk6rqAqma77P48OV2XWWKTZayMwuIybC/layXYSWE2c9/JElFQovZ7Fy8SQ6dB9D3zHTq+XlXkwDICDYfuGzztufgOAILv7/9u48Luo6f+D4ixmO4ZRLQeVQUEkQvK/UFc3EI9EttdLNbU07xTR9rEf5q3Yts+1wLduVRXPLI5cy1NRSNE/KAxVLkVRQEAUVIblhmPn9MYrSgJJzAu/n4zF/+Pl+P995zxec9/dzknVS79iVi6fwCehkmoAtzM3Jkdbe7pzOvKx37HTmZUID637ANKSuNfLxVDB9vAvbD5az51jN/w8O9jZotFrUtYwFlpZruVpQhb+v/teQv0/ts38bmu3JVajsa/Zguajg0f62pKRrSEnXUFTLaFN5JeQXavH11H/YaOlhw6VaZv82JJpGOinprl2+Tz/9NDExMWzatImCggK940lJSSxbtoxx48bx9NNPmypGo3l2fAuC/FVs/r5+yfSWH48XEfGAE619bk8iiQhxxM/Xnv3JhaYI1exc3X0oLyvkp6R4yktvt5wK8y9z6uAG/Nv3xtmtea1123UZSmbaD1zPOVddduF0EvlXMgjpPsLksVvKQ11DOZiaTkbO7db5j6nnOJ+bx7Aed3+QMKSutbmar0HlYMOALvbcubrI001BtxB7zmSqKa9jpu6xtEo6Btri43m74gOBtvh6KTmc2vCn916+rls7eucr86oumeQX6f5d125QqVkaglra4OV2u6ytrw3ezWw4eb5hDzNptVqDXtbqnstmnn/+eaZMmYKyluUDkZGRJCUl4eHhYZLgjMnPx45Bvd0oLqki42I5A3vqzzrdc7gQHy9bHghy5HR6Kbl5uu7erxPziezlypsxfmzalY+drQ1/HOLB2cwy9hxuHAkVYPDY/2NT3Et88eEThD84joqyYo7vXYONwpbB418HoOBaFpcyjtKqbTfcvf0B6PnQVFIPbST+46fpMXgy6spyjuyMw8c/jI496r/jUkPzdFQ/vvkxhWc//IxJQ/pSXqlm1fYDhAa0ZGTviOrzLl69Tsq5LDoH++PX3PN31W0INFpYv6OUyaOcmTXBlYMnK3B2tCGymwNarZb1ibqhAu9mCoJa25Kerebar7qEsP1gGX062TPzCVd2HC7DTmnD0N4OXLis5tDJhp9Q68vdBfyb25B1VUvBzefZAyc1RLRVMGmILT+karBVQL8wBZfyNJzIsN6k0pTVa+W0bR37ijZrVs89tKxAWHvdOJ6zk5LpT/nWes6ew4WEtnNk+lO+LP08h9w8XbK8UVTFq0suMvmx5jwx0ouKCg0HTxTz34RrqNWN5xe7XechRE9dxqHty9m38T1s7VT4te/FgFGvVO+elH32MN+tmUfUxEXVCdXJ1ZPxL69m94ZFJG1Ziq29iuDwIfxhzF+xtWv4Y4F18XR1ZuXsv/CP+G/5ZPP3qOztGNTlAWY+NhR7u9v/Z5LPXOD1/27kzT+Prk6o9a3bUBw6VUGVRsvQ3irGDnakolLL6QtqNu4t5Uq+Lnm297flzyOd+e+WYq79qkuWRaVa3l9byLjBTozqr6uXcqaSr74vbTR7ZNdHYAsbxjxoS0KSmoIi3XdKSTms2qEmqruSQREKKqvgdJaWHUerGt0ex42FjdaK2s9/nHbG0iFYrWHR7S0dgtWaZL/O0iFYrZkHh1k6BKvWsrWLpUOwaq//SX+ttDH89d+1L1Osr3efr2W2lhVoeI/CQgghGjSN9bTjjKrxrbgXQgghLEASqhBCCGEE0uUrhBDCrKxo6o5RSUIVQghhVk1yYwchhBBC1I+0UIUQQphVI+3xlRaqEEIIYQzSQhVCCGFWWhlDFUIIIURdpIUqhBDCrGSnJCGEEELUSRKqEEIIYQSSUIUQQpiVVqM16GXQe2u1rFq1iqioKCIiIoiOjmbz5s1G+VwyhiqEEMKsLDnLd/ny5SxdupSYmBi6dOnC3r17mT17NkqlkhEjRhh0bUmoQgghmoTKykpWrlzJk08+yQsvvABA3759+fnnn1m9erUkVCGEEKI+lEoln3/+Oe7u7jXK7ezsKCkpMfj6klCFEEKYlaV6fBUKBSEhIYBuLDUvL48NGzaQlJTE3/72N4OvLwlVCCGEWRk6htqjR497nnPkyJG7Ht++fTvTp08HIDIykujoaINiApnlK4QQogkKDQ1l9erVLFiwgKNHj/Lss88afE1poQohhDArQ//A+L1an/Xh7++Pv78/PXv2xMXFhTlz5nDs2DG6du1639eUFqoQQogmoaCggISEBHJzc2uUh4aGAuiV/16SUIUQQpiVRqM16HX/76th7ty5rF+/vkb5gQMHAOjQoYNBn0u6fIUQQjQJnp6eTJgwgdjYWFQqFeHh4SQnJ7N8+XLGjRtHUFCQQdeXhCqEEMKsDB1DNcS8efNo2bIlX375JR999BG+vr7ExMQwZcoUg68tCVUIIUSTYWdnx9SpU5k6darRr21VCdXH39vSIVitzz/aY+kQrFbXfxi2XVhj9tex1ywdglVzL/7Z0iFYuQEmuaol9/I1JZmUJIQQQhiBVbVQhRBCNH6NtYUqCVUIIYRZaSw4KcmUpMtXCCGEMAJJqEIIIYQRSJevEEIIs2qsY6jSQhVCCCGMQFqoQgghzMqSOyWZkrRQhRBCCCOQFqoQQgizMuQvxlgzaaEKIYQQRiAtVCGEEGYls3yFEEIIUSdpoQohhDArmeUrhBBCiDpJC1UIIYRZaTUaS4dgEpJQhRBCmJUsmxFCCCFEnSShCiGEEEYgXb5CCCHMqrHO8pWEKoQQwqxkYwchhBBC1ElaqEIIIZoEjUbD+vXrWbt2LRcvXsTLy4uHHnqImJgYXFxcDL5+k0yoIQG2jBrgiF9zJWUVWpLTKti0t5TyyrvX82qmYOwgRzoE6G7bT+cq+XJXKUWljbP74q/TOuDfypGY+Sn3PLelj4ppk4PoGu4OQNLhPD5ekU7BjXvc1Abiau4lXnl2zF3Pmb/wX3QM717rsSu52axb+U9Sfz4KQJce/ZgweQZuzTyMHqulnDlzhk8//ZRTqakoFArCw8OZOmUKfn5+d62Xk5PDf+LiOHHiBAC9e/ViytSpuDdrZo6wzSIl9Qz/XreB1HMXcHV24g+9ujJ1fDTubq53rXcp9ypLP/sfR0+mAdCve2emTxqPR7O717N2luryjYuLY8mSJTzzzDP07duXjIwMli5dytmzZ1mxYoXB129yCbVDgC0vP+5CZk4VX+8pxcNNweDuDgT62vL+mkLq+jE7q2x45UkXlAobvjtYhlJhw8O9HGjdXMk7nxVS1cjWKY982JfoqJYc+6ngnue6udqy9K3O2NnasOarLJRKG578oz/BbVyYOusoanXDf+BwbebB8zPf1CuvqCjn89j3cGvmQUDb9rXWLbxRwKLXXkRdWckjjz5FVVUVWxNWk3XhLG/+YxW2dnamDt/kLl68yJy5c3FwcGDChAkAbNiwgVmzZ/PJsmV4eXnVWu/GjRvMmTsXtVrNuHHjqKqq4quvviLj/HmWfPghdo3g3hw9eZoZC5fg4uzInx8dgUKhYP2WHST/nErswnm4uTjXWu/XwiJeevM91Go1T40ZTlVVFWs2fce5CxdZsehV7Oya3Ne3QbRaLXFxcTz++OPMmjULgAcffBAPDw9mzpxJamoqHTt2NOg9mtxP5LFBjly/oeH9dYVUqnVl+Tc0PDnUidAgW06mq2utN6SnA+6uCv6+8gY5ebrsmXFJzYwnXOkbbs/+lApzfQSTUihg0vhAJj8ZWO86T4zxo7m3A3+edoQLF0sAOJV2gyULOzN8sA+bt+eYKlyzUakc6Rc5XK98ddwHqKvUvPDK33B2cau17rcb13L92hXeXrqW1v5tAQju0InFr09j3/dbGDT07i3fhuDrhARKS0t59913aRccDEDnzp2ZMWMGXyckMOWZZ2qtt+Hrr7l27Rr/+uQTAgICAHggJIT5r75K4s6dDB82zGyfwVTeX7EOhUJB7MJ5+Pm2AGBgr648NesNVm3YwvRJ42utt27zdq7m5bP6/Tdo49cKgND2Qbz89w/YuieJ0UP+YLbPYGwarflbIMXFxURHRzN8eM3/x0FBQQBkZmYanFCb1KQkWyUUlWjZn1JRnUwBfsnSdUu2bq6ss26Pjvb8kqmuTqYApy+oycmroscD9iaL2Zzs7WxYuaQ7Uya24bvvc7lyrbxe9R4a0ILjPxVUJ1OAIym6fz/0hxamCtfiss6fZfuW/zFg8EhCwrrWed6P+3fQsVO36mQK0KlLL1q2DuTHfdvNEarJ5eTk4ObmVp1MAUI6dMDNzY3z58/XWW/Pnj1ERERUJ1OArl274ufnx549e0wZsllcvnKN9Kxshv2hT3UyBWjTuiX9e3Rm2+6kOusmJh2ma1hIdTIF6BURSkArX3YcOGTSuBsjFxcXXnvtNbp3rzksk5iYCEC7du0Mfo/7bqEmJCQwaNAgmjWgcQ51FXwUX6RX7t9Cdxuu36j9qcnJwYbmHkqOpumPB2bmVhEe3PC7pQDs7RU4OSn5v8Wn2LX/KvFxve9Zx9XZltYtHdl94KresV/OFdK3R+1dfY1B/Op/YW/vwLiJL9R5TnHRDa7kZNPzwcF6x9oEh3D8yAFThmg2rVu14vjx4xT8+mv12GdhYSFFRUV4etQ+TlxYWEhOTg79+/fXO9YuOJhDhw+bNGZzuHI9H4DgAP1xZD/fFuw+eJTca9fx8fascexGUTHZuVcZ1Ed/TD6kbQBJR38yTcBmYugYao8ePe55zpEjR+55TkpKCrGxsQwZMoTgOx4G79d9tVCrqqqYN28e2dnZBgdgSZ5uCvp2smf8EEeyr1Zx/JfaJ9C4u9oAUFCkn3B/LdLg6GCDqhE0UotLqnjy2UPs2q+fHOvi7aX74Fev63d5512vwMXZFmenulv+DVXm+TMcO7yPwcMexd3Tu87zrufp7qWHp35L3d3Dm9KSYkqK9R/yGpqxY8fi7eXF4sWLycjIICMjg3cWL8bOzo7o0aNrrZOXlweAdy3jq56enpSUlFBcXGzSuE3N0cEBgJKyMr1jvxbqfu55Bb/qHbt6XTd3obmnu94xb49mFJeWUlRcondM1F9ycjJTbk6aW7hwoVGuWWcLNSoq6q4VtVotL730Evb2ui/U7777zigBmYuTyoa3X9A9SZdXaFm/oxh1Ve3nOtjrEmpFpf5TVeXNCTcO9jaUVTTsyTdaLVT9zo/g5Kj7FSor17955RW6BxCVSklxSR03t4Haue0rFAolQ0fWPv51S1mpLiE43PxivZOdva6svKwUJ2fDp+xbUosWLXj88cf55F//4sWXXgJAoVDw6vz5NbqB71RaWgrUfm9ufa+UlZXh7Fz7pJ2GoK1fK5wdHdn9YzKTxgzHxkb3XVJeUcnBlJMAVFTqP8iXlOoSsMpB/0nd4ea9KS2vwMXZyVShm5ShLdT6tD7vZuvWrcydO5c2bdoQFxeHRx29KL9XnQm1ffv2JCYm0rJlS/r06VPjmFar5cKFC4SEhBgtELPTwn82FmGrtGFQdwdefsKFFZuKa+3WVdhUV6n7cg07l943xc0+jrt9/sa2K0pFeRlJu7+lW68BeLdoeddzq7dYu/lFWhsbRd3HGorPPvuMdV98QXh4OMOHDUOj0bBl61YWvfMOr776Kn166w8faG7+CS+bu92buxxrCOzsbHly1MPE/W8Tr//zP0z64wg0Gg3Lv0igtEw3R0Gp0O/BuT1pp+7Pr2jA98aSWw9++umnLF68mF69erFs2TJcXY23BKnOhPrxxx+zceNG3n77bSoqKliwYAHu7rruB7VaTUJCAjExMYSFhRktGHMqKdeSfFqXPI+mVfB/k90YO9iJo2n63S9lN3sz7W31f4HtbpY19Nbp/Sop1bU8Hez1Rw9uld06p7E49VMyZWUl9Or30D3PVTnqWhCVFfoTvG6VqRwbbgsMoKioiC+/+or27duz6O23USp1CWLgwIG8PGMGS5cupduqVdj/ZgmMk5Pu3pRX6A8XVNwsu3VOQ/aXxx6hsLiE+K07qycT9e/emafGDOeTNV/VumzG2VEF6Fqyv3XrfjndPEfUX3x8PO+88w4jRoxg8eLF1T0hxnLXMdTRo0ezefNmCgsLeeSRR6pnQzX0p8bfqlTrNmnwdFPg7Kj/2W5NVmrmrH/M3UVBcZmGWn7vm4Tcq7quKW9P/V9Mb08HCosqKStvXIt0U5KTsLW1o0uPfvc818vbF4CC69f0juVfv4aTsysqlaPRYzSn7EuXqKysJHLgwOpkCmBra8ugyEjy8/O5mJWlV6958+YAXL9+Xe9Y3vXruLi4oFI1/KShUCiY8fQTbI59j3//bQ4bPlnMP+bGUFxSilKhwLe5/hiyj7euLC9ffx34tfxfcXV2wlGl31Uu6paXl8dbb71F69atmThxIqdOneL48ePVr9p+D3+ve87ybdGiBbGxscTHxzNnzhwiIyOZP3++wW9sCT6eCqaPd2H7wXL2HKvZYnCwt0Gj1aKuZRCxtFzL1YIq/H31b5e/j5LMnMbVAvs9ioqruJRTSodg/W6T9sEunD7T8Cfc/NaZ1BSC2ofi6HTvcU9nF1ea+7TifHqa3rEL6Wm0bWfYujdrcKvleasL9063yjS1dPG5uLjg6+vLubNn9Y6dO3eO9kZYxmANtu8/iLdHM7qFPYCn++1VEcdTzxASFIiDvf4qAVdnJ1q18CYtI1PvWFpGJg8E1X+duDWq7XfF1Pbt20dpaSnZ2dlMnDhR7/i7777L6Dom0NVXvWf5jhs3jk2bNpGXl8eoUaMaZCv1ar4GlYMNA7rYo7zjk3u6KegWYs+ZTDXldezPcCytko6Btvh43q74QKAtvl5KDqc2jk0d7tfupGv06OxOgN/tllaPzu4E+jmRuO+KBSMzPrVaTXZWBoFBHepdp2ffwZxMOcSli+ery34+fojL2RfoM+BhE0RpXgEBAXh5ebEjMbG6qxZ03baJO3fi5uZGm8DaE0C/fv04dvw4WXe0YI8dO8bFixcZOHCgyWM3hy++2cH7K9airrr94H0g+QQpp8/w2LBBddaL7N2dwz+lcj77cnXZoROnyLyUw5B+vUwas6lpNVqDXvdjzJgxpKWl1fkyNJkCKN9444036nuym5sbY8aMwcHBgdLSUqKioqrHVY3hmwP6U8uNSQsUFGoZ2E1FxzZ22CptCAuy40/DnFDYwH82FlNYosW7mYJOwXaUV2gpKdf98LJyq3gwwoE+YQ5ogZAAO8YPceTS1Srid5Zi6nk3VzJzTfsGtRgf7UdRsZptO2+/dysfFX17elJaWkVhsW53jDPpRYwY4kvUIB/QQrcId16e2o6MC8Us/c9ZTP0wGjXU17RvcIeruZf4dtM6ej34EB06dtY7fiUnm+NHDqBSOVXvnBQY1IG9O78hafc2sIHUn5JZveID/AKC+NPUWTW6SY3NSWn6pRUKhQIfX1+2bNnCDz/8gLqyklOnTvHxsmVkZWUxffp0goODuXz5MocPH0alUlVPBAkKDmbHjh3s+v57AFJOnGD58uW0CQzkueefN+m9AVBVFpr0+gBuLs58+e33nDqTQVl5Bd8fPMo///sFPcI78uLEsSgUNmTnXiXp6AkcVarqMdUObQLYsns/3+79ERsg+eRplnz6BUH+rZn5lydMfm8AHH1M0xJeu7n+S/NqMyG6uZEiMa7flVBviYiI4NFHHzVqMgXTJ1SA7KtVXM6ror2/Lb3D7An0VfJLppoVm4rJua775u/c3o6/POJMVm4VF6/onior1HDibCX+LWzpG+5AgK+Sn85VsmpLSfWkJVOyloTav48XC17pyC/pRZzN0C0JKSvXsP9QHu2DXBj+kC8PtHPhwOE83vowzSwTksyZUHMvZ7F7x0Z6Pji41u7a5IN7if3nmwQGhVS3Yh1UjnTrOYAL539h364tZJw7TdeeA3huxhs41aPb2BDmSKgAAf7+hIWG8ssvv7Bz1y5STpzA19eXmGnT6NdPN9b8448/8v4HHxAcHFy9iF6lUtGnd2/OpaeTmJjI2bNn6d27N7NmzcLZDBOSzJFQ2/q1IrC1LwePn2T7gYNcvnKNMUMjmf3MhOru8n2Hj/P3ZSvp0CaADm11u0Y5qhzo370LZy5ksnV3EmnpF+jfvTMLpj2Di5N5xt0lof4+Nlor+tPpzy/Ot3QIVuvn/ScsHYLV+uAfXSwdgtXyttOfDCVucy++ZOkQrJpnxACTXHfklJ8Nqr8lrpORIjGuJrc5vhBCCMtqbGvTb2lSm+MLIYQQpiIJVQghhDAC6fIVQghhVo21y1cSqhBCCLOyxB8YNwfp8hVCCCGMQFqoQgghzKqxdvlKC1UIIYQwAkmoQgghhBFIl68QQgiz0lrgr82YgyRUIYQQZiVjqEIIIYSokyRUIYQQwgiky1cIIYRZaRvpxg6SUIUQQpiVRsZQhRBCCFEXSahCCCGEEUiXrxBCCLOSdahCCCGEEcg6VCGEEELUSRKqEEIIs9JqNQa9jCU1NZWwsDBycnKMcj1JqEIIIZqc9PR0nnvuOdRqtdGuKQlVCCGEWWk1WoNehlCr1axZs4axY8dSXl5upE+kIwlVCCFEk5GcnMx7773H5MmTmT17tlGvLbN8hRBCmJUll80EBweTmJiIl5cXGzZsMOq1JaEKIYRoUHr06HHPc44cOVJrube3t7HDqWZVCfXfczwsHYL1mjPQ0hGIBqmZpQOwcsGWDqBJ2r/ZsO+zeuRTi7CqhCqEEELcS12tT0uTSUlCCCGEEUhCFUIIIYxAEqoQQghhBJJQhRBCCCOw0Wq1jXPbfyGEEMKMpIUqhBBCGIEkVCGEEMIIJKEKIYQQRiAJVQghhDACSahCCCGEEUhCFUIIIYxAEupvfPPNN4wcOZKIiAiGDx9OQkKCpUOySqmpqYSFhZGTk2PpUKyCRqNh3bp1jBo1iq5duzJkyBAWLVpEUVGRpUOzClqtllWrVhEVFUVERATR0dFs3rzZ0mFZpWnTpvHwww9bOgxxH2Rz/Dts27aN2bNnM2nSJAYMGEBiYiJz5sxBpVIxbNgwS4dnNdLT03nuuedQq9WWDsVqxMXFsWTJEp555hn69u1LRkYGS5cu5ezZs6xYscLS4Vnc8uXLWbp0KTExMXTp0oW9e/cye/ZslEolI0aMsHR4VmPjxo3s2LGDgIAAS4ci7oNs7HCHhx9+mE6dOvHhhx9Wl82YMYO0tDS2bdtmwcisg1qtZv369bz//vvY2dlRUFDAnj178PX1tXRoFqXVaunduzcjR47k9ddfry7funUrM2fOJCEhgY4dO1owQsuqrKykX79+jBo1igULFlSXP/XUU1RVVbF27VoLRmc9cnNzGTVqFI6Ojtjb27OJy8GLAAADuUlEQVRjxw5LhyR+J+nyvSkrK4vMzEyGDh1aozwqKor09HSysrIsFJn1SE5O5r333mPy5MnMnj3b0uFYjeLiYqKjo3nkkUdqlAcFBQGQmZlpibCshlKp5PPPP+fZZ5+tUW5nZ0d5ebmForI+r732Gv369aNv376WDkXcJ0moN6WnpwPQtm3bGuWBgYEAZGRkmD0maxMcHExiYiLTpk1DqVRaOhyr4eLiwmuvvUb37t1rlCcmJgLQrl07S4RlNRQKBSEhIfj4+KDVarl27RqxsbEkJSXx+OOPWzo8qxAfH8/JkydrtOBFwyNjqDcVFhYCui/HOzk7OwPI5BLA29vb0iE0GCkpKcTGxjJkyBCCg4MtHY7V2L59O9OnTwcgMjKS6OhoC0dkednZ2SxatIhFixbh6elp6XCEAaSFetOtoWQbG5tayxUKuVWifpKTk5kyZQp+fn4sXLjQ0uFYldDQUFavXs2CBQs4evSoXjdwU6PVapk/fz4DBw4kKirK0uEIA0kL9SZXV1dAvyVaXFxc47gQd7N161bmzp1LmzZtiIuLw8PDw9IhWRV/f3/8/f3p2bMnLi4uzJkzh2PHjtG1a1dLh2YRa9asIS0tjc2bN1fPmr/1EK9Wq1EqlXoP+cJ6SbPrpltjp7+dQHLhwoUax4Woy6effsorr7xCly5dWLNmDS1atLB0SFahoKCAhIQEcnNza5SHhoYC6JU3Jd999x35+fn079+fsLAwwsLCSEhIIDMzk7CwML7++mtLhyh+B2mh3hQYGIifnx/ffvttjUXV27dvp02bNrRq1cqC0QlrFx8fzzvvvMOIESNYvHgx9vb2lg7Jamg0GubOncuLL75YPX4KcODAAQA6dOhgqdAs7s0336zuBbtl2bJlpKam8vHHH+Pn52ehyMT9kIR6h5deeol58+bRrFkzIiMj2bVrF9u2bauxLlWI38rLy+Ott96idevWTJw4kVOnTtU4HhAQ0KQnm3h6ejJhwgRiY2NRqVSEh4eTnJzM8uXLGTduXPXyoqaots/u7u6Ovb094eHhFohIGEIS6h0effRRKioqWLlyJfHx8fj7+7N48WLZyUXc1b59+ygtLSU7O5uJEyfqHX/33XcZPXq0BSKzHvPmzaNly5Z8+eWXfPTRR/j6+hITE8OUKVMsHZoQRiM7JQkhhBBGIJOShBBCCCOQhCqEEEIYgSRUIYQQwggkoQohhBBGIAlVCCGEMAJJqEIIIYQRSEIVQgghjEASqhBCCGEEklCFEEIII/h/C4MeVFgBGCgAAAAASUVORK5CYII=\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    data,\n",
    "    annot=True,\n",
    "    cmap='coolwarm',\n",
    "    vmin=1,\n",
    "    vmax=10,\n",
    "    fmt='.1f',\n",
    "    center=8\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9da56ebe10>"
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(\n",
    "    data,\n",
    "    annot=True,\n",
    "    cbar=False\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "   age  sex  cp  trestbps  chol  fbs  restecg  thalach  exang  oldpeak  slope  \\\n0   63    1   3       145   233    1        0      150      0      2.3      0   \n1   37    1   2       130   250    0        1      187      0      3.5      0   \n2   41    0   1       130   204    0        0      172      0      1.4      2   \n3   56    1   1       120   236    0        1      178      0      0.8      2   \n4   57    0   0       120   354    0        1      163      1      0.6      2   \n\n   ca  thal  target  \n0   0     1       1  \n1   0     2       1  \n2   0     2       1  \n3   0     2       1  \n4   0     2       1  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>age</th>\n      <th>sex</th>\n      <th>cp</th>\n      <th>trestbps</th>\n      <th>chol</th>\n      <th>fbs</th>\n      <th>restecg</th>\n      <th>thalach</th>\n      <th>exang</th>\n      <th>oldpeak</th>\n      <th>slope</th>\n      <th>ca</th>\n      <th>thal</th>\n      <th>target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>63</td>\n      <td>1</td>\n      <td>3</td>\n      <td>145</td>\n      <td>233</td>\n      <td>1</td>\n      <td>0</td>\n      <td>150</td>\n      <td>0</td>\n      <td>2.3</td>\n      <td>0</td>\n      <td>0</td>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>37</td>\n      <td>1</td>\n      <td>2</td>\n      <td>130</td>\n      <td>250</td>\n      <td>0</td>\n      <td>1</td>\n      <td>187</td>\n      <td>0</td>\n      <td>3.5</td>\n      <td>0</td>\n      <td>0</td>\n      <td>2</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>41</td>\n      <td>0</td>\n      <td>1</td>\n      <td>130</td>\n      <td>204</td>\n      <td>0</td>\n      <td>0</td>\n      <td>172</td>\n      <td>0</td>\n      <td>1.4</td>\n      <td>2</td>\n      <td>0</td>\n      <td>2</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>56</td>\n      <td>1</td>\n      <td>1</td>\n      <td>120</td>\n      <td>236</td>\n      <td>0</td>\n      <td>1</td>\n      <td>178</td>\n      <td>0</td>\n      <td>0.8</td>\n      <td>2</td>\n      <td>0</td>\n      <td>2</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>57</td>\n      <td>0</td>\n      <td>0</td>\n      <td>120</td>\n      <td>354</td>\n      <td>0</td>\n      <td>1</td>\n      <td>163</td>\n      <td>1</td>\n      <td>0.6</td>\n      <td>2</td>\n      <td>0</td>\n      <td>2</td>\n      <td>1</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('heart.csv')\n",
    "df.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "               age       sex        cp  trestbps      chol       fbs  \\\nage       1.000000 -0.098447 -0.068653  0.279351  0.213678  0.121308   \nsex      -0.098447  1.000000 -0.049353 -0.056769 -0.197912  0.045032   \ncp       -0.068653 -0.049353  1.000000  0.047608 -0.076904  0.094444   \ntrestbps  0.279351 -0.056769  0.047608  1.000000  0.123174  0.177531   \nchol      0.213678 -0.197912 -0.076904  0.123174  1.000000  0.013294   \nfbs       0.121308  0.045032  0.094444  0.177531  0.013294  1.000000   \nrestecg  -0.116211 -0.058196  0.044421 -0.114103 -0.151040 -0.084189   \nthalach  -0.398522 -0.044020  0.295762 -0.046698 -0.009940 -0.008567   \nexang     0.096801  0.141664 -0.394280  0.067616  0.067023  0.025665   \noldpeak   0.210013  0.096093 -0.149230  0.193216  0.053952  0.005747   \nslope    -0.168814 -0.030711  0.119717 -0.121475 -0.004038 -0.059894   \nca        0.276326  0.118261 -0.181053  0.101389  0.070511  0.137979   \nthal      0.068001  0.210041 -0.161736  0.062210  0.098803 -0.032019   \ntarget   -0.225439 -0.280937  0.433798 -0.144931 -0.085239 -0.028046   \n\n           restecg   thalach     exang   oldpeak     slope        ca  \\\nage      -0.116211 -0.398522  0.096801  0.210013 -0.168814  0.276326   \nsex      -0.058196 -0.044020  0.141664  0.096093 -0.030711  0.118261   \ncp        0.044421  0.295762 -0.394280 -0.149230  0.119717 -0.181053   \ntrestbps -0.114103 -0.046698  0.067616  0.193216 -0.121475  0.101389   \nchol     -0.151040 -0.009940  0.067023  0.053952 -0.004038  0.070511   \nfbs      -0.084189 -0.008567  0.025665  0.005747 -0.059894  0.137979   \nrestecg   1.000000  0.044123 -0.070733 -0.058770  0.093045 -0.072042   \nthalach   0.044123  1.000000 -0.378812 -0.344187  0.386784 -0.213177   \nexang    -0.070733 -0.378812  1.000000  0.288223 -0.257748  0.115739   \noldpeak  -0.058770 -0.344187  0.288223  1.000000 -0.577537  0.222682   \nslope     0.093045  0.386784 -0.257748 -0.577537  1.000000 -0.080155   \nca       -0.072042 -0.213177  0.115739  0.222682 -0.080155  1.000000   \nthal     -0.011981 -0.096439  0.206754  0.210244 -0.104764  0.151832   \ntarget    0.137230  0.421741 -0.436757 -0.430696  0.345877 -0.391724   \n\n              thal    target  \nage       0.068001 -0.225439  \nsex       0.210041 -0.280937  \ncp       -0.161736  0.433798  \ntrestbps  0.062210 -0.144931  \nchol      0.098803 -0.085239  \nfbs      -0.032019 -0.028046  \nrestecg  -0.011981  0.137230  \nthalach  -0.096439  0.421741  \nexang     0.206754 -0.436757  \noldpeak   0.210244 -0.430696  \nslope    -0.104764  0.345877  \nca        0.151832 -0.391724  \nthal      1.000000 -0.344029  \ntarget   -0.344029  1.000000  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>age</th>\n      <th>sex</th>\n      <th>cp</th>\n      <th>trestbps</th>\n      <th>chol</th>\n      <th>fbs</th>\n      <th>restecg</th>\n      <th>thalach</th>\n      <th>exang</th>\n      <th>oldpeak</th>\n      <th>slope</th>\n      <th>ca</th>\n      <th>thal</th>\n      <th>target</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>age</th>\n      <td>1.000000</td>\n      <td>-0.098447</td>\n      <td>-0.068653</td>\n      <td>0.279351</td>\n      <td>0.213678</td>\n      <td>0.121308</td>\n      <td>-0.116211</td>\n      <td>-0.398522</td>\n      <td>0.096801</td>\n      <td>0.210013</td>\n      <td>-0.168814</td>\n      <td>0.276326</td>\n      <td>0.068001</td>\n      <td>-0.225439</td>\n    </tr>\n    <tr>\n      <th>sex</th>\n      <td>-0.098447</td>\n      <td>1.000000</td>\n      <td>-0.049353</td>\n      <td>-0.056769</td>\n      <td>-0.197912</td>\n      <td>0.045032</td>\n      <td>-0.058196</td>\n      <td>-0.044020</td>\n      <td>0.141664</td>\n      <td>0.096093</td>\n      <td>-0.030711</td>\n      <td>0.118261</td>\n      <td>0.210041</td>\n      <td>-0.280937</td>\n    </tr>\n    <tr>\n      <th>cp</th>\n      <td>-0.068653</td>\n      <td>-0.049353</td>\n      <td>1.000000</td>\n      <td>0.047608</td>\n      <td>-0.076904</td>\n      <td>0.094444</td>\n      <td>0.044421</td>\n      <td>0.295762</td>\n      <td>-0.394280</td>\n      <td>-0.149230</td>\n      <td>0.119717</td>\n      <td>-0.181053</td>\n      <td>-0.161736</td>\n      <td>0.433798</td>\n    </tr>\n    <tr>\n      <th>trestbps</th>\n      <td>0.279351</td>\n      <td>-0.056769</td>\n      <td>0.047608</td>\n      <td>1.000000</td>\n      <td>0.123174</td>\n      <td>0.177531</td>\n      <td>-0.114103</td>\n      <td>-0.046698</td>\n      <td>0.067616</td>\n      <td>0.193216</td>\n      <td>-0.121475</td>\n      <td>0.101389</td>\n      <td>0.062210</td>\n      <td>-0.144931</td>\n    </tr>\n    <tr>\n      <th>chol</th>\n      <td>0.213678</td>\n      <td>-0.197912</td>\n      <td>-0.076904</td>\n      <td>0.123174</td>\n      <td>1.000000</td>\n      <td>0.013294</td>\n      <td>-0.151040</td>\n      <td>-0.009940</td>\n      <td>0.067023</td>\n      <td>0.053952</td>\n      <td>-0.004038</td>\n      <td>0.070511</td>\n      <td>0.098803</td>\n      <td>-0.085239</td>\n    </tr>\n    <tr>\n      <th>fbs</th>\n      <td>0.121308</td>\n      <td>0.045032</td>\n      <td>0.094444</td>\n      <td>0.177531</td>\n      <td>0.013294</td>\n      <td>1.000000</td>\n      <td>-0.084189</td>\n      <td>-0.008567</td>\n      <td>0.025665</td>\n      <td>0.005747</td>\n      <td>-0.059894</td>\n      <td>0.137979</td>\n      <td>-0.032019</td>\n      <td>-0.028046</td>\n    </tr>\n    <tr>\n      <th>restecg</th>\n      <td>-0.116211</td>\n      <td>-0.058196</td>\n      <td>0.044421</td>\n      <td>-0.114103</td>\n      <td>-0.151040</td>\n      <td>-0.084189</td>\n      <td>1.000000</td>\n      <td>0.044123</td>\n      <td>-0.070733</td>\n      <td>-0.058770</td>\n      <td>0.093045</td>\n      <td>-0.072042</td>\n      <td>-0.011981</td>\n      <td>0.137230</td>\n    </tr>\n    <tr>\n      <th>thalach</th>\n      <td>-0.398522</td>\n      <td>-0.044020</td>\n      <td>0.295762</td>\n      <td>-0.046698</td>\n      <td>-0.009940</td>\n      <td>-0.008567</td>\n      <td>0.044123</td>\n      <td>1.000000</td>\n      <td>-0.378812</td>\n      <td>-0.344187</td>\n      <td>0.386784</td>\n      <td>-0.213177</td>\n      <td>-0.096439</td>\n      <td>0.421741</td>\n    </tr>\n    <tr>\n      <th>exang</th>\n      <td>0.096801</td>\n      <td>0.141664</td>\n      <td>-0.394280</td>\n      <td>0.067616</td>\n      <td>0.067023</td>\n      <td>0.025665</td>\n      <td>-0.070733</td>\n      <td>-0.378812</td>\n      <td>1.000000</td>\n      <td>0.288223</td>\n      <td>-0.257748</td>\n      <td>0.115739</td>\n      <td>0.206754</td>\n      <td>-0.436757</td>\n    </tr>\n    <tr>\n      <th>oldpeak</th>\n      <td>0.210013</td>\n      <td>0.096093</td>\n      <td>-0.149230</td>\n      <td>0.193216</td>\n      <td>0.053952</td>\n      <td>0.005747</td>\n      <td>-0.058770</td>\n      <td>-0.344187</td>\n      <td>0.288223</td>\n      <td>1.000000</td>\n      <td>-0.577537</td>\n      <td>0.222682</td>\n      <td>0.210244</td>\n      <td>-0.430696</td>\n    </tr>\n    <tr>\n      <th>slope</th>\n      <td>-0.168814</td>\n      <td>-0.030711</td>\n      <td>0.119717</td>\n      <td>-0.121475</td>\n      <td>-0.004038</td>\n      <td>-0.059894</td>\n      <td>0.093045</td>\n      <td>0.386784</td>\n      <td>-0.257748</td>\n      <td>-0.577537</td>\n      <td>1.000000</td>\n      <td>-0.080155</td>\n      <td>-0.104764</td>\n      <td>0.345877</td>\n    </tr>\n    <tr>\n      <th>ca</th>\n      <td>0.276326</td>\n      <td>0.118261</td>\n      <td>-0.181053</td>\n      <td>0.101389</td>\n      <td>0.070511</td>\n      <td>0.137979</td>\n      <td>-0.072042</td>\n      <td>-0.213177</td>\n      <td>0.115739</td>\n      <td>0.222682</td>\n      <td>-0.080155</td>\n      <td>1.000000</td>\n      <td>0.151832</td>\n      <td>-0.391724</td>\n    </tr>\n    <tr>\n      <th>thal</th>\n      <td>0.068001</td>\n      <td>0.210041</td>\n      <td>-0.161736</td>\n      <td>0.062210</td>\n      <td>0.098803</td>\n      <td>-0.032019</td>\n      <td>-0.011981</td>\n      <td>-0.096439</td>\n      <td>0.206754</td>\n      <td>0.210244</td>\n      <td>-0.104764</td>\n      <td>0.151832</td>\n      <td>1.000000</td>\n      <td>-0.344029</td>\n    </tr>\n    <tr>\n      <th>target</th>\n      <td>-0.225439</td>\n      <td>-0.280937</td>\n      <td>0.433798</td>\n      <td>-0.144931</td>\n      <td>-0.085239</td>\n      <td>-0.028046</td>\n      <td>0.137230</td>\n      <td>0.421741</td>\n      <td>-0.436757</td>\n      <td>-0.430696</td>\n      <td>0.345877</td>\n      <td>-0.391724</td>\n      <td>-0.344029</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corr = df.corr()\n",
    "corr"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x7f9d8a4d9a50>"
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1152x720 with 2 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[16, 10])\n",
    "sns.heatmap(\n",
    "    corr,\n",
    "    cmap='coolwarm',\n",
    "    vmin=-1,\n",
    "    vmax=1,\n",
    "    annot=True,\n",
    "    fmt='.2f',\n",
    "    center=0\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n",
    "plt.tight_layout()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.7.6-final"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}